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No it doesn’t, if you’re talking about mainframes. They are slower than top end desktop chips. Mainframes are fast because they run relatively simple code and the developers invest a lot in software efficiency.
If they did, they’d be building super computers using IBM chips rather than AMD and intel.
IBM are pretty much off the top500 now: https://en.m.wikipedia.org/wiki/TOP500